The silence in the car was thick, pressing down on Ethan. He found Chloe in the passenger seat, practicing Arabic phrases from a language learning app on her phone. He’d barely heard a word spoken in the language, yet she had been learning in secret.

Ethan's hands clenched on the steering wheel. The car felt too small, the air too thin. He had always been so open and honest with Chloe. This, this felt like deception.

He pulled over abruptly, the sudden stop jarring him. "Why?" he managed to choke out. Chloe looked up, her expression uncertain, and the words died in his throat.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229